Summarize PubMed Research

**Summarize PubMed Research:**

The PubMed Summarizer model is built on the LLM (Language Model) architecture. It has been fine-tuned using biomedical datasets sourced from PubMed abstracts by John Snow Labs, and is specifically tailored for biomedical and clinical contexts. This model excels in generating concise summaries, and condensing information effectively while maintaining accuracy. It represents an invaluable tool for summarizing complex biomedical content.

**Additional Model Information**
- [Industry Use-Case Demo](https://demo.johnsnowlabs.com/healthcare/MEDICAL_LLM/)
- [Full model info on John Snow Labs Models Hub](https://nlp.johnsnowlabs.com/2023/06/22/summarizer_biomedical_pubmed_pipeline_en.html)
- **Domain:** Clinical Text Analysis
- **Subdomain:** Summarization
- **Deployment Identifier:** 21. Summarize PubMed Research

**How to run this model:**
1. Acquire a John Snow Labs Pay As You Go (PAYG) license from [John Snow Labs](https://my.johnsnowlabs.com/).
2. Import this listing.
3. Use the attached notebook to deploy the model with **21. Summarize PubMed Research** as the model parameter. **Do not use the Open button on this page which appears after importing this listing. It will fail to deploy a model and does not work yet, you must use the attached notebook.**.

This model comes with optimized CPU and GPU builds. You can select which one to deploy via the notebook.

**How to obtain a PAYG license:**
1. Access [my.JohnSnowLabs.com](my.JohnSnowLabs.com) and log in to your account. If you don't have an account, create one.
2. Go to the Get License page.
3. Switch to the PAYG Subscription tab and provide your credit card details.
4. Carefully review the End User License Agreement and the Terms and Conditions documents. If you agree, click on the Create Subscription button.
5. Once the process is complete, you will find your PAY-As-You-GO license listed on the My Subscriptions page.
6. Visit the My Subscriptions page and copy the PAYG license key by clicking on the copy icon in the License Key column.
7. Go to your Databricks notebook and paste your JSL-license into the JSL-License field in the top of the notebook. You are now ready to go!

**PubMed研究摘要生成任务：**

PubMed摘要生成模型基于大语言模型（Large Language Model，LLM）架构搭建。该模型由约翰·斯诺实验室（John Snow Labs）基于PubMed摘要源的生物医学数据集进行微调，专为生物医学与临床场景定制。此模型擅长生成简洁凝练的摘要，可在保障准确性的前提下高效凝练信息，是处理复杂生物医学内容的优质摘要工具。

**模型附加信息**
- [行业用例演示](https://demo.johnsnowlabs.com/healthcare/MEDICAL_LLM/)
- [约翰·斯诺实验室模型库完整模型信息](https://nlp.johnsnowlabs.com/2023/06/22/summarizer_biomedical_pubmed_pipeline_en.html)
- **所属领域**：临床文本分析
- **子领域**：文本摘要
- **部署标识**：21. PubMed研究摘要生成

**模型部署步骤**
1. 从[约翰·斯诺实验室官网](https://my.johnsnowlabs.com/)获取约翰·斯诺实验室的即用即付（Pay As You Go，PAYG）许可证。
2. 导入该模型条目。
3. 使用附带的笔记本部署模型，需将**21. PubMed研究摘要生成**作为模型参数。**请勿使用导入条目后页面上出现的「打开」按钮，该按钮无法完成模型部署且当前不可用，必须使用附带的笔记本进行部署。**
该模型提供了优化的CPU与GPU部署版本，可通过笔记本选择所需的部署类型。

**获取即用即付许可证步骤**
1. 访问[my.JohnSnowLabs.com](my.JohnSnowLabs.com)并登录账号，若无账号则先注册。
2. 进入许可证获取页面。
3. 切换至即用即付订阅标签页，填写信用卡信息。
4. 仔细阅读最终用户许可协议与条款文档，确认同意后点击「创建订阅」按钮。
5. 流程完成后，即可在「我的订阅」页面查看您的即用即付许可证。
6. 进入「我的订阅」页面，点击许可证密钥列的复制图标，复制PAYG许可证密钥。
7. 打开您的Databricks笔记本，将JSL许可证粘贴至笔记本顶部的「JSL-License」字段中，即可完成部署准备！